Search every byte

serverless vector and full-text search built from first principles on object storage: fast, 10x cheaper, and extremely scalable

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                        ╔═ turbopuffer ════════════════════════════╗
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║            ║░         ║  ┏━━━━━━━━━━━━━━━┓     ┏━━━━━━━━━━━━━━┓  ║░
║   client   ║░───API──▶║  ┃    Memory/    ┃────▶┃    Object    ┃  ║░
║            ║░         ║  ┃   SSD Cache   ┃     ┃ Storage (S3) ┃  ║░
╚════════════╝░         ║  ┗━━━━━━━━━━━━━━━┛     ┗━━━━━━━━━━━━━━┛  ║░
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         ╔════════════╗          
         ║            ║░         
      ┌──║   client   ║░         
      │  ║            ║░         
     API ╚════════════╝░         
      │   ░░░░░░░░░░░░░░         
      └─────────┐                
                │                
                ▼                
╔═ turbopuffer ════════════════╗ 
║                              ║░
║  ┏━━━━━━━━━━━━━━━━━━━━━━━━┓  ║░
║  ┃        Memory/         ┃  ║░
║  ┃       SSD Cache        ┃  ║░
║  ┗━━━━━━━━━━━━━━━━━━━━━━━━┛  ║░
║               │              ║░
║               ▼              ║░
║     ┏━━━━━━━━━━━━━━━━━━━┓    ║░
║     ┃Object storage (S3)┃    ║░
║     ┗━━━━━━━━━━━━━━━━━━━┛    ║░
║                              ║░
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125B+ documents & 6K+ queries/s in prod

Cost calculator

Query latency

Workload

Warm namespace

p50

16ms

p90

21ms

p99

33ms

Cold namespace

p50

402ms

p90

524ms

p99

677ms

Approach: 3 QPS with topk=10 for 10 minutes. Reproduce with turbopuffer/tpuf-benchmark

Aman Sanger

Co-founder

After switching our vector db to @turbopuffer, we're saving an order of magnitude in costs and dealing with far less complexity!

30B+

documents

5M+

namespaces

Justin Watts

Distinguished Engineer

Moving to turbopuffer felt less like an upgrade and more like discovering a new paradigm. We didn't just save costs; we turned once-prohibitive features into standard tools in our arsenal. Vectorize all the things and say goodbye to sharding

MTL 🇨🇦

single-tenant cluster

Limits

Metric	Max seen in production	Production limits (current)	Production limits (soon)
Max documents (global)	125B+	Unlimited
Max documents (per namespace)	200M	100M	1B+
Number of namespaces	35M+	Unlimited
Max dimensions		10,752
Max inactive time in cache	~3 days	Contact us for custom
Write rate (global)	1,000,000 doc/s	Unlimited
Write rate (per namespace)	10,000 doc/s	10,000 doc/s
Max upsert batch request size	256 MB	256 MB
Queries (global)	6K+ queries/s	Unlimited
Max queries/second (per namespace)	100+ queries/s	100+ queries/s	10,000 QPS
Vector search recall@10	90-100%	90-100%	Configurable
Max attribute value	8 MiB	8 MiB
See full list and workloads that are a great fit for turbopuffer 🐡